Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 129487 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 23.7 MiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 18 |
|---|---|
| Categorical | 6 |
Seat comfort is highly correlated with Food and drink | High correlation |
Departure_Arrival time convenient is highly correlated with Food and drink and 1 other fields | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Gate location is highly correlated with Departure_Arrival time convenient and 1 other fields | High correlation |
Inflight wifi service is highly correlated with Online support and 2 other fields | High correlation |
Online support is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Onboard service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with Onboard service and 1 other fields | High correlation |
Cleanliness is highly correlated with Onboard service and 1 other fields | High correlation |
Online boarding is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Seat comfort is highly correlated with Food and drink | High correlation |
Departure_Arrival time convenient is highly correlated with Food and drink and 1 other fields | High correlation |
Food and drink is highly correlated with Seat comfort and 2 other fields | High correlation |
Gate location is highly correlated with Departure_Arrival time convenient and 1 other fields | High correlation |
Inflight wifi service is highly correlated with Online support and 2 other fields | High correlation |
Online support is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Onboard service is highly correlated with Baggage handling and 1 other fields | High correlation |
Baggage handling is highly correlated with Onboard service and 1 other fields | High correlation |
Cleanliness is highly correlated with Onboard service and 1 other fields | High correlation |
Online boarding is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Seat comfort is highly correlated with Food and drink | High correlation |
Departure_Arrival time convenient is highly correlated with Gate location | High correlation |
Food and drink is highly correlated with Seat comfort | High correlation |
Gate location is highly correlated with Departure_Arrival time convenient | High correlation |
Inflight wifi service is highly correlated with Ease of Online booking and 1 other fields | High correlation |
Online support is highly correlated with Ease of Online booking and 1 other fields | High correlation |
Ease of Online booking is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Onboard service is highly correlated with Cleanliness | High correlation |
Baggage handling is highly correlated with Cleanliness | High correlation |
Cleanliness is highly correlated with Onboard service and 1 other fields | High correlation |
Online boarding is highly correlated with Inflight wifi service and 2 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
Class is highly correlated with Type of Travel | High correlation |
Type of Travel is highly correlated with Class | High correlation |
df_index is highly correlated with satisfaction and 10 other fields | High correlation |
satisfaction is highly correlated with df_index and 5 other fields | High correlation |
Customer Type is highly correlated with df_index | High correlation |
Type of Travel is highly correlated with df_index | High correlation |
Class is highly correlated with df_index | High correlation |
Seat comfort is highly correlated with df_index and 5 other fields | High correlation |
Departure_Arrival time convenient is highly correlated with Seat comfort and 2 other fields | High correlation |
Food and drink is highly correlated with Seat comfort and 3 other fields | High correlation |
Gate location is highly correlated with Seat comfort and 2 other fields | High correlation |
Inflight wifi service is highly correlated with Online support and 2 other fields | High correlation |
Inflight entertainment is highly correlated with df_index and 5 other fields | High correlation |
Online support is highly correlated with satisfaction and 5 other fields | High correlation |
Ease of Online booking is highly correlated with df_index and 8 other fields | High correlation |
Onboard service is highly correlated with df_index and 5 other fields | High correlation |
Leg room service is highly correlated with df_index and 3 other fields | High correlation |
Baggage handling is highly correlated with df_index and 3 other fields | High correlation |
Checkin service is highly correlated with Online support | High correlation |
Cleanliness is highly correlated with df_index and 4 other fields | High correlation |
Online boarding is highly correlated with Inflight wifi service and 3 other fields | High correlation |
Departure Delay in Minutes is highly correlated with Arrival Delay in Minutes | High correlation |
Arrival Delay in Minutes is highly correlated with Departure Delay in Minutes | High correlation |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
Seat comfort has 4781 (3.7%) zeros | Zeros |
Departure_Arrival time convenient has 6644 (5.1%) zeros | Zeros |
Food and drink has 5922 (4.6%) zeros | Zeros |
Inflight entertainment has 2968 (2.3%) zeros | Zeros |
Departure Delay in Minutes has 73209 (56.5%) zeros | Zeros |
Arrival Delay in Minutes has 72753 (56.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-12-07 09:30:11.381969 |
|---|---|
| Analysis finished | 2021-12-07 09:31:35.056992 |
| Duration | 1 minute and 23.68 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 129487 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64949.17704 |
| Minimum | 0 |
|---|---|
| Maximum | 129879 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6506.3 |
| Q1 | 32487.5 |
| median | 64952 |
| Q3 | 97413.5 |
| 95-th percentile | 123385.7 |
| Maximum | 129879 |
| Range | 129879 |
| Interquartile range (IQR) | 64926 |
Descriptive statistics
| Standard deviation | 37486.7854 |
|---|---|
| Coefficient of variation (CV) | 0.5771710607 |
| Kurtosis | -1.199720117 |
| Mean | 64949.17704 |
| Median Absolute Deviation (MAD) | 32463 |
| Skewness | -0.0001640227638 |
| Sum | 8410074087 |
| Variance | 1405259080 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 86586 | 1 | < 0.1% |
| 86599 | 1 | < 0.1% |
| 86598 | 1 | < 0.1% |
| 86597 | 1 | < 0.1% |
| 86596 | 1 | < 0.1% |
| 86595 | 1 | < 0.1% |
| 86594 | 1 | < 0.1% |
| 86593 | 1 | < 0.1% |
| 86592 | 1 | < 0.1% |
| Other values (129477) | 129477 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 129879 | 1 | |
| 129878 | 1 | |
| 129877 | 1 | |
| 129876 | 1 | |
| 129875 | 1 | |
| 129874 | 1 | |
| 129872 | 1 | |
| 129871 | 1 | |
| 129870 | 1 | |
| 129869 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.7 KiB |
| satisfied | |
|---|---|
| dissatisfied |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 10.35778109 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | satisfied |
|---|---|
| 2nd row | satisfied |
| 3rd row | satisfied |
| 4th row | satisfied |
| 5th row | satisfied |
Common Values
| Value | Count | Frequency (%) |
| satisfied | 70882 | |
| dissatisfied | 58605 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| satisfied | 70882 | |
| dissatisfied | 58605 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.7 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.014820021 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 65703 | |
| Male | 63784 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| female | 65703 | |
| male | 63784 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.7 KiB |
| Loyal Customer | |
|---|---|
| disloyal Customer |
Length
| Max length | 17 |
|---|---|
| Median length | 14 |
| Mean length | 14.54941423 |
| Min length | 14 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Loyal Customer |
|---|---|
| 2nd row | Loyal Customer |
| 3rd row | Loyal Customer |
| 4th row | Loyal Customer |
| 5th row | Loyal Customer |
Common Values
| Value | Count | Frequency (%) |
| Loyal Customer | 105773 | |
| disloyal Customer | 23714 | 18.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| customer | 129487 | |
| loyal | 105773 | |
| disloyal | 23714 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Age
Real number (ℝ≥0)
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.42876119 |
| Minimum | 7 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 27 |
| median | 40 |
| Q3 | 51 |
| 95-th percentile | 64 |
| Maximum | 85 |
| Range | 78 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.11759674 |
|---|---|
| Coefficient of variation (CV) | 0.3834154634 |
| Kurtosis | -0.718736869 |
| Mean | 39.42876119 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.003376447203 |
| Sum | 5105512 |
| Variance | 228.5417312 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 39 | 3681 | 2.8% |
| 25 | 3501 | 2.7% |
| 40 | 3203 | 2.5% |
| 44 | 3099 | 2.4% |
| 41 | 3081 | 2.4% |
| 42 | 3011 | 2.3% |
| 43 | 2936 | 2.3% |
| 23 | 2932 | 2.3% |
| 45 | 2927 | 2.3% |
| 22 | 2926 | 2.3% |
| Other values (65) | 98190 |
| Value | Count | Frequency (%) |
| 7 | 682 | |
| 8 | 793 | |
| 9 | 852 | |
| 10 | 820 | |
| 11 | 831 | |
| 12 | 793 | |
| 13 | 805 | |
| 14 | 857 | |
| 15 | 1003 | |
| 16 | 1153 |
| Value | Count | Frequency (%) |
| 85 | 25 | < 0.1% |
| 80 | 110 | |
| 79 | 52 | < 0.1% |
| 78 | 44 | < 0.1% |
| 77 | 106 | |
| 76 | 60 | < 0.1% |
| 75 | 76 | 0.1% |
| 74 | 61 | < 0.1% |
| 73 | 67 | 0.1% |
| 72 | 248 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.7 KiB |
| Business travel | |
|---|---|
| Personal Travel |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 15 |
| Min length | 15 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Personal Travel |
|---|---|
| 2nd row | Personal Travel |
| 3rd row | Personal Travel |
| 4th row | Personal Travel |
| 5th row | Personal Travel |
Common Values
| Value | Count | Frequency (%) |
| Business travel | 89445 | |
| Personal Travel | 40042 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| travel | 129487 | |
| business | 89445 | |
| personal | 40042 | 15.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.7 KiB |
| Business | |
|---|---|
| Eco | |
| Eco Plus |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 5.755875107 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Eco |
|---|---|
| 2nd row | Business |
| 3rd row | Eco |
| 4th row | Eco |
| 5th row | Eco |
Common Values
| Value | Count | Frequency (%) |
| Business | 61990 | |
| Eco | 58117 | |
| Eco Plus | 9380 | 7.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| eco | 67497 | |
| business | 61990 | |
| plus | 9380 | 6.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Flight Distance
Real number (ℝ≥0)
| Distinct | 5397 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1981.008974 |
| Minimum | 50 |
|---|---|
| Maximum | 6951 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 341 |
| Q1 | 1359 |
| median | 1924 |
| Q3 | 2543 |
| 95-th percentile | 3830 |
| Maximum | 6951 |
| Range | 6901 |
| Interquartile range (IQR) | 1184 |
Descriptive statistics
| Standard deviation | 1026.884131 |
|---|---|
| Coefficient of variation (CV) | 0.5183641996 |
| Kurtosis | 0.3649469556 |
| Mean | 1981.008974 |
| Median Absolute Deviation (MAD) | 594 |
| Skewness | 0.466458621 |
| Sum | 256514909 |
| Variance | 1054491.019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1963 | 92 | 0.1% |
| 1812 | 87 | 0.1% |
| 1639 | 87 | 0.1% |
| 1789 | 86 | 0.1% |
| 1981 | 85 | 0.1% |
| 1759 | 83 | 0.1% |
| 1766 | 83 | 0.1% |
| 1748 | 82 | 0.1% |
| 1769 | 81 | 0.1% |
| 2022 | 81 | 0.1% |
| Other values (5387) | 128640 |
| Value | Count | Frequency (%) |
| 50 | 23 | |
| 51 | 21 | |
| 52 | 20 | |
| 53 | 28 | |
| 54 | 21 | |
| 55 | 22 | |
| 56 | 30 | |
| 57 | 21 | |
| 58 | 15 | |
| 59 | 24 |
| Value | Count | Frequency (%) |
| 6951 | 1 | |
| 6950 | 1 | |
| 6948 | 1 | |
| 6924 | 1 | |
| 6907 | 2 | |
| 6889 | 1 | |
| 6882 | 1 | |
| 6868 | 1 | |
| 6865 | 1 | |
| 6837 | 1 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.838586113 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4781 |
| Zeros (%) | 3.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.392873338 |
|---|---|
| Coefficient of variation (CV) | 0.4906926487 |
| Kurtosis | -0.9430386431 |
| Mean | 2.838586113 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.0918405445 |
| Sum | 367560 |
| Variance | 1.940096137 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 29096 | |
| 2 | 28645 | |
| 4 | 28315 | |
| 1 | 20882 | |
| 5 | 17768 | |
| 0 | 4781 | 3.7% |
| Value | Count | Frequency (%) |
| 0 | 4781 | 3.7% |
| 1 | 20882 | |
| 2 | 28645 | |
| 3 | 29096 | |
| 4 | 28315 | |
| 5 | 17768 |
| Value | Count | Frequency (%) |
| 5 | 17768 | |
| 4 | 28315 | |
| 3 | 29096 | |
| 2 | 28645 | |
| 1 | 20882 | |
| 0 | 4781 | 3.7% |
Departure_Arrival time convenient
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.990277016 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 6644 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.527183318 |
|---|---|
| Coefficient of variation (CV) | 0.5107163349 |
| Kurtosis | -1.089538944 |
| Mean | 2.990277016 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2519380042 |
| Sum | 387202 |
| Variance | 2.332288887 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 29504 | |
| 5 | 26723 | |
| 3 | 23110 | |
| 2 | 22735 | |
| 1 | 20771 | |
| 0 | 6644 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 6644 | 5.1% |
| 1 | 20771 | |
| 2 | 22735 | |
| 3 | 23110 | |
| 4 | 29504 | |
| 5 | 26723 |
| Value | Count | Frequency (%) |
| 5 | 26723 | |
| 4 | 29504 | |
| 3 | 23110 | |
| 2 | 22735 | |
| 1 | 20771 | |
| 0 | 6644 | 5.1% |
Food and drink
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.852023755 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5922 |
| Zeros (%) | 4.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.443587344 |
|---|---|
| Coefficient of variation (CV) | 0.5061624544 |
| Kurtosis | -0.9866208473 |
| Mean | 2.852023755 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1165931268 |
| Sum | 369300 |
| Variance | 2.08394442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 28065 | |
| 4 | 27129 | |
| 2 | 27078 | |
| 1 | 21008 | |
| 5 | 20285 | |
| 0 | 5922 | 4.6% |
| Value | Count | Frequency (%) |
| 0 | 5922 | 4.6% |
| 1 | 21008 | |
| 2 | 27078 | |
| 3 | 28065 | |
| 4 | 27129 | |
| 5 | 20285 |
| Value | Count | Frequency (%) |
| 5 | 20285 | |
| 4 | 27129 | |
| 3 | 28065 | |
| 2 | 27078 | |
| 1 | 21008 | |
| 0 | 5922 | 4.6% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.990377412 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.305917291 |
|---|---|
| Coefficient of variation (CV) | 0.4367065125 |
| Kurtosis | -1.089690106 |
| Mean | 2.990377412 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05307977321 |
| Sum | 387215 |
| Variance | 1.70541997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 33451 | |
| 4 | 29997 | |
| 2 | 24441 | |
| 1 | 22497 | |
| 5 | 19099 | |
| 0 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 1 | 22497 | |
| 2 | 24441 | |
| 3 | 33451 | |
| 4 | 29997 | |
| 5 | 19099 |
| Value | Count | Frequency (%) |
| 5 | 19099 | |
| 4 | 29997 | |
| 3 | 33451 | |
| 2 | 24441 | |
| 1 | 22497 | |
| 0 | 2 | < 0.1% |
Inflight wifi service
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.249160147 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 130 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.318764761 |
|---|---|
| Coefficient of variation (CV) | 0.4058786583 |
| Kurtosis | -1.121498672 |
| Mean | 3.249160147 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.1911962779 |
| Sum | 420724 |
| Variance | 1.739140495 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 31474 | |
| 5 | 28738 | |
| 3 | 27518 | |
| 2 | 26957 | |
| 1 | 14670 | |
| 0 | 130 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 130 | 0.1% |
| 1 | 14670 | |
| 2 | 26957 | |
| 3 | 27518 | |
| 4 | 31474 | |
| 5 | 28738 |
| Value | Count | Frequency (%) |
| 5 | 28738 | |
| 4 | 31474 | |
| 3 | 27518 | |
| 2 | 26957 | |
| 1 | 14670 | |
| 0 | 130 | 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.383745086 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 2968 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.345959402 |
|---|---|
| Coefficient of variation (CV) | 0.3977721039 |
| Kurtosis | -0.5322206039 |
| Mean | 3.383745086 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.6050587183 |
| Sum | 438151 |
| Variance | 1.811606712 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 41752 | |
| 5 | 29748 | |
| 3 | 24133 | |
| 2 | 19118 | |
| 1 | 11768 | 9.1% |
| 0 | 2968 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 2968 | 2.3% |
| 1 | 11768 | 9.1% |
| 2 | 19118 | |
| 3 | 24133 | |
| 4 | 41752 | |
| 5 | 29748 |
| Value | Count | Frequency (%) |
| 5 | 29748 | |
| 4 | 41752 | |
| 3 | 24133 | |
| 2 | 19118 | |
| 1 | 11768 | 9.1% |
| 0 | 2968 | 2.3% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.519967255 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.306325613 |
|---|---|
| Coefficient of variation (CV) | 0.3711186831 |
| Kurtosis | -0.8095990054 |
| Mean | 3.519967255 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.5758473896 |
| Sum | 455790 |
| Variance | 1.706486606 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 41406 | |
| 5 | 35451 | |
| 3 | 21543 | |
| 2 | 17196 | |
| 1 | 13890 | 10.7% |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 13890 | 10.7% |
| 2 | 17196 | |
| 3 | 21543 | |
| 4 | 41406 | |
| 5 | 35451 |
| Value | Count | Frequency (%) |
| 5 | 35451 | |
| 4 | 41406 | |
| 3 | 21543 | |
| 2 | 17196 | |
| 1 | 13890 | 10.7% |
| 0 | 1 | < 0.1% |
Ease of Online booking
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.472170952 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 18 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.305572646 |
|---|---|
| Coefficient of variation (CV) | 0.3760104741 |
| Kurtosis | -0.9104928388 |
| Mean | 3.472170952 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4919011447 |
| Sum | 449601 |
| Variance | 1.704519933 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 39807 | |
| 5 | 34034 | |
| 3 | 22344 | |
| 2 | 19887 | |
| 1 | 13397 | 10.3% |
| 0 | 18 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 18 | < 0.1% |
| 1 | 13397 | 10.3% |
| 2 | 19887 | |
| 3 | 22344 | |
| 4 | 39807 | |
| 5 | 34034 |
| Value | Count | Frequency (%) |
| 5 | 34034 | |
| 4 | 39807 | |
| 3 | 22344 | |
| 2 | 19887 | |
| 1 | 13397 | 10.3% |
| 0 | 18 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.465143219 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.270755199 |
|---|---|
| Coefficient of variation (CV) | 0.3667251592 |
| Kurtosis | -0.7846678952 |
| Mean | 3.465143219 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.5054024865 |
| Sum | 448691 |
| Variance | 1.614818775 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 40558 | |
| 5 | 31625 | |
| 3 | 26959 | |
| 2 | 17117 | |
| 1 | 13223 | 10.2% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 13223 | 10.2% |
| 2 | 17117 | |
| 3 | 26959 | |
| 4 | 40558 | |
| 5 | 31625 |
| Value | Count | Frequency (%) |
| 5 | 31625 | |
| 4 | 40558 | |
| 3 | 26959 | |
| 2 | 17117 | |
| 1 | 13223 | 10.2% |
| 0 | 5 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.486118298 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 442 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.292079137 |
|---|---|
| Coefficient of variation (CV) | 0.3706354824 |
| Kurtosis | -0.8411628029 |
| Mean | 3.486118298 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.4965037365 |
| Sum | 451407 |
| Variance | 1.669468496 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 39583 | |
| 5 | 34284 | |
| 3 | 22397 | |
| 2 | 21683 | |
| 1 | 11098 | 8.6% |
| 0 | 442 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 442 | 0.3% |
| 1 | 11098 | 8.6% |
| 2 | 21683 | |
| 3 | 22397 | |
| 4 | 39583 | |
| 5 | 34284 |
| Value | Count | Frequency (%) |
| 5 | 34284 | |
| 4 | 39583 | |
| 3 | 22397 | |
| 2 | 21683 | |
| 1 | 11098 | 8.6% |
| 0 | 442 | 0.3% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1011.7 KiB |
| 4 | |
|---|---|
| 5 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 48107 | |
| 5 | 35623 | |
| 3 | 24413 | |
| 2 | 13388 | 10.3% |
| 1 | 7956 | 6.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 4 | 48107 | |
| 5 | 35623 | |
| 3 | 24413 | |
| 2 | 13388 | 10.3% |
| 1 | 7956 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.340729185 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.260560868 |
|---|---|
| Coefficient of variation (CV) | 0.3773310552 |
| Kurtosis | -0.7935625042 |
| Mean | 3.340729185 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3923632404 |
| Sum | 432581 |
| Variance | 1.589013703 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 36372 | |
| 3 | 35430 | |
| 5 | 26919 | |
| 2 | 15443 | |
| 1 | 15322 | |
| 0 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 15322 | |
| 2 | 15443 | |
| 3 | 35430 | |
| 4 | 36372 | |
| 5 | 26919 |
| Value | Count | Frequency (%) |
| 5 | 26919 | |
| 4 | 36372 | |
| 3 | 35430 | |
| 2 | 15443 | |
| 1 | 15322 | |
| 0 | 1 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.705885533 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.151683387 |
|---|---|
| Coefficient of variation (CV) | 0.310771441 |
| Kurtosis | -0.2077567897 |
| Mean | 3.705885533 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.7564386769 |
| Sum | 479864 |
| Variance | 1.326374625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 48665 | |
| 5 | 35803 | |
| 3 | 23907 | |
| 2 | 13361 | 10.3% |
| 1 | 7746 | 6.0% |
| 0 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 7746 | 6.0% |
| 2 | 13361 | 10.3% |
| 3 | 23907 | |
| 4 | 48665 | |
| 5 | 35803 |
| Value | Count | Frequency (%) |
| 5 | 35803 | |
| 4 | 48665 | |
| 3 | 23907 | |
| 2 | 13361 | 10.3% |
| 1 | 7746 | 6.0% |
| 0 | 5 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.352545043 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.298623949 |
|---|---|
| Coefficient of variation (CV) | 0.387354661 |
| Kurtosis | -0.9378595022 |
| Mean | 3.352545043 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3664784908 |
| Sum | 434111 |
| Variance | 1.68642416 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 35079 | |
| 3 | 30692 | |
| 5 | 29875 | |
| 2 | 18517 | |
| 1 | 15310 | |
| 0 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 14 | < 0.1% |
| 1 | 15310 | |
| 2 | 18517 | |
| 3 | 30692 | |
| 4 | 35079 | |
| 5 | 29875 |
| Value | Count | Frequency (%) |
| 5 | 29875 | |
| 4 | 35079 | |
| 3 | 30692 | |
| 2 | 18517 | |
| 1 | 15310 | |
| 0 | 14 | < 0.1% |
Departure Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 464 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.64338505 |
| Minimum | 0 |
|---|---|
| Maximum | 1592 |
| Zeros | 73209 |
| Zeros (%) | 56.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12 |
| 95-th percentile | 77 |
| Maximum | 1592 |
| Range | 1592 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 37.93286655 |
|---|---|
| Coefficient of variation (CV) | 2.590443837 |
| Kurtosis | 101.8829471 |
| Mean | 14.64338505 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.853577956 |
| Sum | 1896128 |
| Variance | 1438.902365 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 73209 | |
| 1 | 3671 | 2.8% |
| 2 | 2845 | 2.2% |
| 3 | 2530 | 2.0% |
| 4 | 2298 | 1.8% |
| 5 | 2131 | 1.6% |
| 6 | 1881 | 1.5% |
| 7 | 1745 | 1.3% |
| 8 | 1613 | 1.2% |
| 9 | 1550 | 1.2% |
| Other values (454) | 36014 |
| Value | Count | Frequency (%) |
| 0 | 73209 | |
| 1 | 3671 | 2.8% |
| 2 | 2845 | 2.2% |
| 3 | 2530 | 2.0% |
| 4 | 2298 | 1.8% |
| 5 | 2131 | 1.6% |
| 6 | 1881 | 1.5% |
| 7 | 1745 | 1.3% |
| 8 | 1613 | 1.2% |
| 9 | 1550 | 1.2% |
| Value | Count | Frequency (%) |
| 1592 | 1 | |
| 1305 | 1 | |
| 1128 | 1 | |
| 1017 | 1 | |
| 978 | 1 | |
| 951 | 1 | |
| 933 | 1 | |
| 930 | 1 | |
| 921 | 1 | |
| 859 | 1 |
Arrival Delay in Minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 472 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.09112884 |
| Minimum | 0 |
|---|---|
| Maximum | 1584 |
| Zeros | 72753 |
| Zeros (%) | 56.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1011.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 13 |
| 95-th percentile | 78 |
| Maximum | 1584 |
| Range | 1584 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 38.46565024 |
|---|---|
| Coefficient of variation (CV) | 2.548891514 |
| Kurtosis | 95.11711419 |
| Mean | 15.09112884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.670124611 |
| Sum | 1954105 |
| Variance | 1479.606248 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.4% |
| 9 | 1566 | 1.2% |
| Other values (462) | 37370 |
| Value | Count | Frequency (%) |
| 0 | 72753 | |
| 1 | 2747 | 2.1% |
| 2 | 2587 | 2.0% |
| 3 | 2442 | 1.9% |
| 4 | 2373 | 1.8% |
| 5 | 2083 | 1.6% |
| 6 | 2021 | 1.6% |
| 7 | 1794 | 1.4% |
| 8 | 1751 | 1.4% |
| 9 | 1566 | 1.2% |
| Value | Count | Frequency (%) |
| 1584 | 1 | |
| 1280 | 1 | |
| 1115 | 1 | |
| 1011 | 1 | |
| 970 | 1 | |
| 952 | 1 | |
| 940 | 1 | |
| 924 | 1 | |
| 920 | 1 | |
| 860 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | satisfaction | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Seat comfort | Departure_Arrival time convenient | Food and drink | Gate location | Inflight wifi service | Inflight entertainment | Online support | Ease of Online booking | Onboard service | Leg room service | Baggage handling | Checkin service | Cleanliness | Online boarding | Departure Delay in Minutes | Arrival Delay in Minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | satisfied | Female | Loyal Customer | 65 | Personal Travel | Eco | 265 | 0 | 0 | 0 | 2 | 2 | 4 | 2 | 3 | 3 | 0 | 3 | 5 | 3 | 2 | 0 | 0.0 |
| 1 | 1 | satisfied | Male | Loyal Customer | 47 | Personal Travel | Business | 2464 | 0 | 0 | 0 | 3 | 0 | 2 | 2 | 3 | 4 | 4 | 4 | 2 | 3 | 2 | 310 | 305.0 |
| 2 | 2 | satisfied | Female | Loyal Customer | 15 | Personal Travel | Eco | 2138 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 3 | 3 | 4 | 4 | 4 | 2 | 0 | 0.0 |
| 3 | 3 | satisfied | Female | Loyal Customer | 60 | Personal Travel | Eco | 623 | 0 | 0 | 0 | 3 | 3 | 4 | 3 | 1 | 1 | 0 | 1 | 4 | 1 | 3 | 0 | 0.0 |
| 4 | 4 | satisfied | Female | Loyal Customer | 70 | Personal Travel | Eco | 354 | 0 | 0 | 0 | 3 | 4 | 3 | 4 | 2 | 2 | 0 | 2 | 4 | 2 | 5 | 0 | 0.0 |
| 5 | 5 | satisfied | Male | Loyal Customer | 30 | Personal Travel | Eco | 1894 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 5 | 4 | 5 | 5 | 4 | 2 | 0 | 0.0 |
| 6 | 6 | satisfied | Female | Loyal Customer | 66 | Personal Travel | Eco | 227 | 0 | 0 | 0 | 3 | 2 | 5 | 5 | 5 | 5 | 0 | 5 | 5 | 5 | 3 | 17 | 15.0 |
| 7 | 7 | satisfied | Male | Loyal Customer | 10 | Personal Travel | Eco | 1812 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 3 | 3 | 4 | 5 | 4 | 2 | 0 | 0.0 |
| 8 | 8 | satisfied | Female | Loyal Customer | 56 | Personal Travel | Business | 73 | 0 | 0 | 0 | 3 | 5 | 3 | 5 | 4 | 4 | 0 | 1 | 5 | 4 | 4 | 0 | 0.0 |
| 9 | 9 | satisfied | Male | Loyal Customer | 22 | Personal Travel | Eco | 1556 | 0 | 0 | 0 | 3 | 2 | 0 | 2 | 2 | 2 | 4 | 5 | 3 | 4 | 2 | 30 | 26.0 |
Last rows
| df_index | satisfaction | Gender | Customer Type | Age | Type of Travel | Class | Flight Distance | Seat comfort | Departure_Arrival time convenient | Food and drink | Gate location | Inflight wifi service | Inflight entertainment | Online support | Ease of Online booking | Onboard service | Leg room service | Baggage handling | Checkin service | Cleanliness | Online boarding | Departure Delay in Minutes | Arrival Delay in Minutes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 129477 | 129869 | satisfied | Female | disloyal Customer | 55 | Personal Travel | Eco | 1953 | 5 | 2 | 5 | 4 | 1 | 5 | 5 | 1 | 1 | 1 | 3 | 3 | 4 | 1 | 0 | 0.0 |
| 129478 | 129870 | satisfied | Female | disloyal Customer | 70 | Personal Travel | Eco | 1674 | 5 | 4 | 5 | 1 | 5 | 5 | 5 | 5 | 3 | 2 | 4 | 5 | 4 | 5 | 54 | 46.0 |
| 129479 | 129871 | satisfied | Female | disloyal Customer | 35 | Personal Travel | Eco | 3287 | 5 | 4 | 5 | 3 | 2 | 5 | 2 | 2 | 4 | 5 | 4 | 4 | 3 | 2 | 9 | 0.0 |
| 129480 | 129872 | satisfied | Female | disloyal Customer | 69 | Personal Travel | Eco | 2240 | 5 | 4 | 5 | 3 | 4 | 5 | 4 | 4 | 5 | 4 | 4 | 3 | 4 | 4 | 4 | 0.0 |
| 129481 | 129874 | satisfied | Female | disloyal Customer | 11 | Personal Travel | Eco | 2752 | 5 | 5 | 5 | 2 | 2 | 5 | 2 | 2 | 3 | 5 | 3 | 5 | 4 | 2 | 5 | 0.0 |
| 129482 | 129875 | satisfied | Female | disloyal Customer | 29 | Personal Travel | Eco | 1731 | 5 | 5 | 5 | 3 | 2 | 5 | 2 | 2 | 3 | 3 | 4 | 4 | 4 | 2 | 0 | 0.0 |
| 129483 | 129876 | dissatisfied | Male | disloyal Customer | 63 | Personal Travel | Business | 2087 | 2 | 3 | 2 | 4 | 2 | 1 | 1 | 3 | 2 | 3 | 3 | 1 | 2 | 1 | 174 | 172.0 |
| 129484 | 129877 | dissatisfied | Male | disloyal Customer | 69 | Personal Travel | Eco | 2320 | 3 | 0 | 3 | 3 | 3 | 2 | 2 | 4 | 4 | 3 | 4 | 2 | 3 | 2 | 155 | 163.0 |
| 129485 | 129878 | dissatisfied | Male | disloyal Customer | 66 | Personal Travel | Eco | 2450 | 3 | 2 | 3 | 2 | 3 | 2 | 2 | 3 | 3 | 2 | 3 | 2 | 1 | 2 | 193 | 205.0 |
| 129486 | 129879 | dissatisfied | Female | disloyal Customer | 38 | Personal Travel | Eco | 4307 | 3 | 4 | 3 | 3 | 3 | 3 | 3 | 4 | 5 | 5 | 5 | 3 | 3 | 3 | 185 | 186.0 |